Keyword Spotting on SHD (test)
92.79AccuracyFC-128 SNN (BP)
Evaluation results
| Method | Links | |
|---|---|---|
| FC-128 SNN (BP)Configuration=Fully Connected, Neurons=128, Delay Strategy=Learnable synaptic delays, Params (k)=32.32026.01 | 92.79 | |
| FC-128 SNNConfiguration=Fully Connected, Neurons=128, Delay Strategy=Learnable synaptic delays, Params (k)=32.32026.01 | 92.64 | |
| FC-128 SNNConfiguration=Fully Connected, Neurons=128, Delay Strategy=Fixed synaptic delays, Params (k)=32.32026.01 | 92.42 | |
| FC-128 SRNNConfiguration=Recurrent SNN, Neurons=128, Delay Strategy=Learnable synaptic delays, Params (k)=652026.01 | 92.36 | |
| FC-128 SNN (BP)Configuration=Fully Connected, Neurons=128, Delay Strategy=Learnable axonal delays, Params (k)=17.52026.01 | 92.02 | |
| FC-128 SNNConfiguration=Fully Connected, Neurons=128, Delay Strategy=Learnable axonal delays, Params (k)=17.52026.01 | 92.01 | |
| FC-128 SNNConfiguration=Fully Connected, Neurons=128, Delay Strategy=Fixed axonal delays, Params (k)=17.52026.01 | 91.9 | |
| FC-128 SRNNConfiguration=Recurrent SNN, Neurons=128, Delay Strategy=Fixed synaptic delays, Params (k)=652026.01 | 91.73 | |
| FC-128 SRNNConfiguration=Recurrent SNN, Neurons=128, Delay Strategy=Fixed axonal delays, Params (k)=342026.01 | 91.66 | |
| FC-128 SRNNConfiguration=Recurrent SNN, Neurons=128, Delay Strategy=Learnable axonal delays, Params (k)=342026.01 | 91.64 | |
| SP-128 SRNNConfiguration=Sparse (80%) Recurrent, Neurons=128, Delay Strategy=Learnable synaptic delays, Params (k)=132026.01 | 91.4 | |
| SP-128 SRNNConfiguration=Sparse (80%) Recurrent, Neurons=128, Delay Strategy=Learnable axonal delays, Params (k)=6.812026.01 | 90.42 | |
| FC-128 SNN (BP)Configuration=Fully Connected, Neurons=128, Delay Strategy=Fixed synaptic delays, Params (k)=32.32026.01 | 90.19 | |
| SP-128 SRNNConfiguration=Sparse (80%) Recurrent, Neurons=128, Delay Strategy=Fixed synaptic delays, Params (k)=132026.01 | 90.18 | |
| SP-128 SRNNConfiguration=Sparse (80%) Recurrent, Neurons=128, Delay Strategy=Fixed axonal delays, Params (k)=6.812026.01 | 89.27 | |
| SP-128 SNNConfiguration=Sparse (80%), Neurons=128, Delay Strategy=Learnable synaptic delays, Params (k)=6.52026.01 | 89.22 | |
| SP-128 SNN (BP)Configuration=Sparse (80%), Neurons=128, Delay Strategy=Learnable synaptic delays, Params (k)=6.52026.01 | 88.42 | |
| SP-128 SNNConfiguration=Sparse (80%), Neurons=128, Delay Strategy=Learnable axonal delays, Params (k)=3.52026.01 | 88.06 | |
| SP-128 SNN (BP)Configuration=Sparse (80%), Neurons=128, Delay Strategy=Learnable axonal delays, Params (k)=3.52026.01 | 86.84 | |
| SP-128 SNNConfiguration=Sparse (80%), Neurons=128, Delay Strategy=Fixed axonal delays, Params (k)=3.52026.01 | 86.36 | |
| SP-128 SNNConfiguration=Sparse (80%), Neurons=128, Delay Strategy=Fixed synaptic delays, Params (k)=6.52026.01 | 86.26 | |
| FC-16 SRNNConfiguration=Fully Connected Recurrent, Neurons=16, Delay Strategy=Learnable synaptic delays, Params (k)=4.542026.01 | 85.81 | |
| FC-128 SRNNConfiguration=Recurrent SNN, Neurons=128, Delay Strategy=Weights only, Params (k)=33.82026.01 | 85.77 | |
| FC-16 SNNConfiguration=Fully Connected, Neurons=16, Delay Strategy=Learnable synaptic delays, Params (k)=42026.01 | 85.58 | |
| FC-16 SNNConfiguration=Fully Connected, Neurons=16, Delay Strategy=Fixed axonal delays, Params (k)=2.32026.01 | 84.93 | |
| FC-16 SNNConfiguration=Fully Connected, Neurons=16, Delay Strategy=Learnable axonal delays, Params (k)=2.32026.01 | 84.92 | |
| SP-128 SNN (BP)Configuration=Sparse (80%), Neurons=128, Delay Strategy=Fixed synaptic delays, Params (k)=6.52026.01 | 84.27 | |
| FC-16 SRNNConfiguration=Fully Connected Recurrent, Neurons=16, Delay Strategy=Fixed axonal delays, Params (k)=2.562026.01 | 84.09 | |
| FC-16 SRNNConfiguration=Fully Connected Recurrent, Neurons=16, Delay Strategy=Fixed synaptic delays, Params (k)=4.542026.01 | 83.92 | |
| FC-16 SNNConfiguration=Fully Connected, Neurons=16, Delay Strategy=Fixed synaptic delays, Params (k)=42026.01 | 83.87 | |
| SP-128 SRNNConfiguration=Sparse (80%) Recurrent, Neurons=128, Delay Strategy=Weights only, Params (k)=6.762026.01 | 83.52 | |
| FC-16 SRNNConfiguration=Fully Connected Recurrent, Neurons=16, Delay Strategy=Learnable axonal delays, Params (k)=2.562026.01 | 83.49 | |
| FC-16 SNN (BP)Configuration=Fully Connected, Neurons=16, Delay Strategy=Learnable synaptic delays, Params (k)=42026.01 | 82.79 | |
| FC-128 SNNConfiguration=Fully Connected, Neurons=128, Delay Strategy=Weights only, Params (k)=17.42026.01 | 79.46 | |
| FC-16 SNN (BP)Configuration=Fully Connected, Neurons=16, Delay Strategy=Learnable axonal delays, Params (k)=2.32026.01 | 78.96 | |
| FC-64 SNNConfiguration=Fully Connected, Neurons=64, Delay Strategy=Weights only, Params (k)=8.752026.01 | 77.69 | |
| FC-16 SNN (BP)Configuration=Fully Connected, Neurons=16, Delay Strategy=Fixed synaptic delays, Params (k)=42026.01 | 76.07 | |
| FC-128 SNN (BP)Configuration=Fully Connected, Neurons=128, Delay Strategy=Fixed axonal delays, Params (k)=17.52026.01 | 74.2 | |
| FC-32 SNNConfiguration=Fully Connected, Neurons=32, Delay Strategy=Weights only, Params (k)=4.352026.01 | 73.88 | |
| FC-16 SRNNConfiguration=Fully Connected Recurrent, Neurons=16, Delay Strategy=Weights only, Params (k)=2.432026.01 | 73.29 | |
| SP-128 SNNConfiguration=Sparse (80%), Neurons=128, Delay Strategy=Weights only, Params (k)=3.52026.01 | 71.23 | |
| FC-16 SNNConfiguration=Fully Connected, Neurons=16, Delay Strategy=Weights only, Params (k)=2.22026.01 | 69.09 | |
| FC-128 SNN (BP)Configuration=Fully Connected, Neurons=128, Delay Strategy=Weights only, Params (k)=17.42026.01 | 63.7 | |
| SP-128 SNN (BP)Configuration=Sparse (80%), Neurons=128, Delay Strategy=Weights only, Params (k)=3.52026.01 | 59.72 | |
| FC-16 SNN (BP)Configuration=Fully Connected, Neurons=16, Delay Strategy=Fixed axonal delays, Params (k)=2.32026.01 | 56.57 | |
| FC-16 SNN (BP)Configuration=Fully Connected, Neurons=16, Delay Strategy=Weights only, Params (k)=2.22026.01 | 50.33 | |
| SP-128 SNN (BP)Configuration=Sparse (80%), Neurons=128, Delay Strategy=Fixed axonal delays, Params (k)=3.52026.01 | 48.36 |